Pattern Recognition(PR) techniques are widely used for medical and biological applications since a long time. The objective of this new elective course is first to make student familiar with generalapproaches such as Bayes Classification, Nearest Neighbor Rule, Neural Networks and later to concentrate on more often used modern classification techniques such as Support Vector Machines and Multiclassifiers for solving Bio-Medical problems. The Invited speakers will share their research experience with these problems.The students will also learn through reading and discussing different application papers.